# Examples

A wide variety of examples are provided to demonstrate the usage of Intel® Extension for TensorFlow*. 

|Name|Description|Hardware|
|-|-|-|
|[Quick Example](quick_example.md)|Quick example to verify Intel® Extension for TensorFlow* and running environment.|CPU & GPU|
|[ResNet50 Inference](./infer_resnet50)|ResNet50 inference on Intel CPU or GPU without code changes.|CPU & GPU|
|[BERT Training for Classifying Text](./train_bert)|BERT training with Intel® Extension for TensorFlow* on Intel CPU or GPU.<br>Use the TensorFlow official example without code change.|CPU & GPU|
|[Speed up Inference of Inception v4 by Advanced Automatic Mixed Precision](./infer_inception_v4_amp)|Test and compare the performance of inference with FP32 and Advanced Automatic Mixed Precision (AMP) (mix BF16/FP16 and FP32).<br>Shows the acceleration of inference by Advanced AMP on Intel CPU and GPU.|CPU & GPU|
|[Accelerate AlexNet by Quantization with Intel® Extension for TensorFlow*](./accelerate_alexnet_by_quantization)| An end-to-end example to show a pipeline to build up a CNN model to <br>recognize handwriting number and speed up AI model with quantization <br>by Intel® Neural Compressor and Intel® Extension for TensorFlow* on Intel GPU.|GPU|
|[Accelerate Deep Learning Inference for Model Zoo Workloads on Intel CPU and GPU](./model_zoo_example)|Examples on running Model Zoo workloads on Intel CPU and GPU with the optimizations from Intel® Extension for TensorFlow*, without any code changes.|CPU & GPU|
|[Quantize Inception V3 by Intel® Extension for TensorFlow* on Intel® Xeon®](./quantize_inception_v3)|An end-to-end example to show how Intel® Extension for TensorFlow* provides quantization feature by cooperating with Intel® Neural Compressor and oneDNN Graph. It will provide better quantization: better performance and accuracy loss is in controlled.|CPU|
|[ResNet50 and Mnist training with Horovod](./train_horovod)|ResNet50 and Mnist distributed training examples on Intel GPU.|GPU|
|[Stable Diffusion Inference for Text2Image on Intel GPU](./stable_diffussion_inference)|Example for running Stable Diffusion Text2Image inference on Intel GPU with the optimizations from Intel® Extension for TensorFlow*.|GPU|
|[Accelerate ResNet50 Training by XPUAutoShard on Intel GPU](./train_resnet50_with_autoshard)|Example on running ResNet50 training on Intel GPU with the XPUAutoShard feature.|GPU|